Text Generation
PEFT
Safetensors
English
qwen2
qlora
governed-agent
proposal-only
research-only
szl-holdings
khipu
abstain-retrain
conversational
Instructions to use SZLHOLDINGS/KHIPU-R2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/KHIPU-R2 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/KHIPU-R2") - Notebooks
- Google Colab
- Kaggle
docs: publish KHIPU-R2 card from szl-forge@65e5e4c043d104bc7c99e8c525c9c64308cb9e2d
Browse filesExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.
- README.md +0 -41
- szl-source-binding.json +1 -1
README.md
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gpu: UNAVAILABLE
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---
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<!-- SZL-ESTATE-CARD:v2:START -->
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<p align="center"><a href="https://a-11-oy.com/"><img src="https://huggingface.co/spaces/SZLHOLDINGS/README/resolve/main/assets/estate-banner-v2.svg" alt="SZL Holdings — governed, receipted, verifiable" width="100%"></a></p>
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<p align="center">
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<a href="https://github.com/szl-holdings/.github/tree/main/doctrine"><img src="https://img.shields.io/badge/doctrine-v11%20LOCKED-0B1F3A?style=flat-square" alt="doctrine v11"></a>
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<a href="https://a-11-oy.com/"><img src="https://img.shields.io/badge/evidence%20wall-LIVE%20%C2%B7%20verify%20in%20browser-3AF4C8?style=flat-square" alt="live evidence wall"></a>
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<a href="https://huggingface.co/datasets/SZLHOLDINGS/szl-lake"><img src="https://img.shields.io/badge/szl--lake-offline%20verifiable-C9B787?style=flat-square" alt="szl-lake offline verifiable"></a>
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<a href="https://huggingface.co/spaces/SZLHOLDINGS/szl-constellation"><img src="https://img.shields.io/badge/estate%20map-constellation-5B8DEE?style=flat-square" alt="constellation estate map"></a>
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</p>
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<p align="center"><sub>Part of the <a href="https://huggingface.co/SZLHOLDINGS">SZL Holdings</a> governed estate — claims are designed to carry checkable receipts. Verification proves integrity & origin, never accuracy or performance. <strong>Control before action. Evidence after.</strong></sub></p>
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<!-- SZL-CARD-PRESENTATION:v1 -->
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<p><a href="https://huggingface.co/SZLHOLDINGS"><img src="https://raw.githubusercontent.com/szl-holdings/szl-brand/27d12e77fc0f9f1a0e5fae8b34adf2380d51d070/kit/logos/orbit-v2/suite/szl-icon-32.svg" alt="SZL Holdings" width="48" height="48" /></a></p>
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# KHIPU-R2
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<!-- SZL-FRONTIER-CRED-20261104 -->
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## Usage
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PEFT/LoRA adapter — attach to the declared `base_model` at a pinned revision. Research-only unless a separate eval+serve gate says otherwise.
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```python
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from peft import PeftModel
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from transformers import AutoModelForCausalLM, AutoTokenizer
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base_id = "<BASE_FROM_CARD>"
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base_rev = "<BASE_PIN>"
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adapter = "SZLHOLDINGS/KHIPU-R2"
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adapter_rev = "<PINNED_SHA>"
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tok = AutoTokenizer.from_pretrained(base_id, revision=base_rev)
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base = AutoModelForCausalLM.from_pretrained(base_id, revision=base_rev, device_map="auto")
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model = PeftModel.from_pretrained(base, adapter, revision=adapter_rev)
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```
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Do not overwrite canonical serve tags (`chaski`, `SZL-Khipu-1.5B`, `szl1`).
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A separate abstention-retraining experiment with adapter-scoped historical evaluation records.
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**Artifact:** QLoRA adapter; separate merged checkpoint · **Stage:** Research · release blocked
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Canonical card authoring source: [khipu-r2/card/README.md](https://github.com/szl-holdings/szl-forge/blob/6f4ac90ff503265cec9c0436587f086e52d6124e/khipu-r2/card/README.md).
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Doctrine v11 LOCKED 749/14/163. Λ = Conjecture 1, advisory, never a theorem.
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<!-- SZL-FRONTIER-CRED-20261104 -->
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## Limitations
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- Proposal / research artifact unless a separate signed eval+serve gate exists.
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- Train loss ≠ evaluation; named-N gates may fail or be historical-only.
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- Not authorized for autonomous execution or high-stakes deployment by this card alone.
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- Pin revisions; floating `main` is not a serve contract.
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- **datasets YAML undeclared:** no Hub `datasets:` id is asserted on this card. Local/receipt digests (jsonl SHA) are not Hub dataset ids; this wave does not invent them.
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<!-- SZL-CARD-TECHNICAL:v1:END -->
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</details>
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gpu: UNAVAILABLE
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<!-- SZL-CARD-PRESENTATION:v1 -->
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<p><a href="https://huggingface.co/SZLHOLDINGS"><img src="https://raw.githubusercontent.com/szl-holdings/szl-brand/27d12e77fc0f9f1a0e5fae8b34adf2380d51d070/kit/logos/orbit-v2/suite/szl-icon-32.svg" alt="SZL Holdings" width="48" height="48" /></a></p>
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# KHIPU-R2
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A separate abstention-retraining experiment with adapter-scoped historical evaluation records.
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**Artifact:** QLoRA adapter; separate merged checkpoint · **Stage:** Research · release blocked
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Canonical card authoring source: [khipu-r2/card/README.md](https://github.com/szl-holdings/szl-forge/blob/6f4ac90ff503265cec9c0436587f086e52d6124e/khipu-r2/card/README.md).
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Doctrine v11 LOCKED 749/14/163. Λ = Conjecture 1, advisory, never a theorem.
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<!-- SZL-CARD-TECHNICAL:v1:END -->
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</details>
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szl-source-binding.json
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}
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},
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"repository": "szl-holdings/szl-forge",
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"revision": "
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"target": {
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"controlled_paths": [
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"repository": "szl-holdings/szl-forge",
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"revision": "65e5e4c043d104bc7c99e8c525c9c64308cb9e2d"
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},
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"target": {
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"controlled_paths": [
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